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José Pedro Nunes
The Map is Not the Territory

The Map is Not the Territory

Jun 16, 2026

“The greatest obstacle to discovery is not ignorance. It is the illusion of knowledge.” - Daniel J. Boorstin

A map leaves almost everything out. That is the point. The streets on it are real, but the map is not the city. A map that showed every detail would be as large and as confusing as the city itself, and just as useless. So it simplifies, and we use it, and it works.

We run on maps all day. A roadmap, an org chart, a dashboard, a plan, an idea of who the customer is. Each one is a simplified version of something larger and messier. They are useful because they leave things out. The problem starts when we forget they are simplifications and treat them as the real thing.

Where the idea comes from

The phrase comes from Alfred Korzybski, who founded a field called general semantics in the early twentieth century. In his 1933 book Science and Sanity, he made one point that has held up: the words and models we use are not the reality they describe. They are maps of it. A map can be accurate or wrong, detailed or rough, but it is never the territory, and problems come from confusing the two.

“A map is not the territory.” - Alfred Korzybski

The average pilot who did not exist

In the 1950s, US Air Force planes were crashing and no one could explain why. The cockpits had been designed around the average pilot, sized to fit the man in the middle of the measurements. The logic seemed sound: design for the average and you fit the most people.

A lieutenant named Gilbert Daniels tested it. He measured 4,063 pilots on ten physical dimensions and asked how many were close to average on all ten. The answer was zero. Not one pilot was average across the board. The average pilot was a number on a chart. He did not exist, and the cockpit had been built for him.

The average was a useful map. The territory was four thousand specific bodies, and none of them matched it. Once the Air Force understood that, they stopped designing for the man who was not there and made the cockpit adjustable: seats, pedals, and straps that move to the person. That change, designing for the real range instead of the imagined middle, is why your car seat slides today.

Walk the territory

If maps can mislead, the fix is to go and look. The Toyota Production System has a name for it: the gemba walk. Gemba means “the real place.” A manager who wants to understand a problem does not rely on a report about the floor. They go to the floor, watch the work happen, and ask the people doing it.

A report is a map someone else already drew and simplified. The floor is the territory. The same is true away from a factory. The roadmap is not the product. The dashboard is not the customer. The spec is not the running system. When the map and what you are seeing disagree, the cheapest move is usually to go and check the real thing.

A good map is still worth having

“All models are wrong, but some are useful.” - George Box

This does not mean throw the maps away. A map you can trust is one of the most useful things a team has. The point is to hold it loosely: use it to move, check it against reality as you go, and update it when the two stop matching.

Old maps deserve the same treatment. A model being established does not make it wrong, and dropping everything proven to chase the new is its own way of ignoring reality. The skill is knowing which maps still hold, and fixing the ones that have drifted instead of throwing them out.

Wrap-up

“If the map and the terrain disagree, trust the terrain.” - Swiss Army proverb

Every plan, model, and metric is a map. Each is useful, and each leaves something out. The habit worth keeping is simple: remember the map is not the real thing, go and look often enough to keep the map honest, and when the two disagree, trust reality.